Joint Optimization of Trajectory, Propulsion, and Thrust Powers for Covert UAV-on-UAV Video Tracking and Surveillance

Autonomous tracking of suspicious unmanned aerial vehicles (UAVs) by legitimate monitoring UAVs (or monitors) can be crucial to public safety and security. It is non-trivial to optimize the trajectory of a monitor while conceiving its monitoring intention, due to typically non-convex propulsion and thrust power functions. This paper presents a novel framework to jointly optimize the propulsion and thrust powers, as well as the 3D trajectory of a solar-powered monitor which conducts covert, video-based, UAV-on-UAV tracking and surveillance. A multi-objective problem is formulated to minimize the energy consumption of the monitor and maximize a weighted sum of distance keeping and altitude changing, which measures the disguising of the monitor. Based on the practical power models of the UAV propulsion, thrust and hovering, and the model of the harvested solar power, the problem is non-convex and intangible for existing solvers. We convexify the propulsion power by variable substitution, and linearize the solar power. With successive convex approximation, the resultant problem is then transformed with tightened constraints and efficiently solved by the proximal difference-of-convex algorithm with extrapolation in polynomial time. The proposed scheme can be also applied online. Extensive simulations corroborate the merits of the scheme, as compared to baseline schemes with partial or no disguising.

[1]  Youmin Zhang,et al.  Learning-Based Smoke Detection for Unmanned Aerial Vehicles Applied to Forest Fire Surveillance , 2019, J. Intell. Robotic Syst..

[2]  Kezhi Wang,et al.  Energy Efficient Resource Allocation in UAV-Enabled Mobile Edge Computing Networks , 2019, IEEE Transactions on Wireless Communications.

[3]  A. Lee Swindlehurst,et al.  3D UAV Trajectory and Communication Design for Simultaneous Uplink and Downlink Transmission , 2020, IEEE Transactions on Communications.

[4]  Derrick Wing Kwan Ng,et al.  Joint Trajectory and Resource Allocation Design for Energy-Efficient Secure UAV Communication Systems , 2020, IEEE Transactions on Communications.

[5]  A. Kokhanovsky Optical properties of terrestrial clouds , 2004 .

[6]  Andreas Kroll,et al.  Target Analysis for the Multispectral Geometric Calibration of Cameras in Visual and Infrared Spectral Range , 2021, IEEE Sensors Journal.

[7]  Justin P. Coon,et al.  Secrecy Performance Analysis of Wireless Communications in the Presence of UAV Jammer and Randomly Located UAV Eavesdroppers , 2019, IEEE Transactions on Information Forensics and Security.

[8]  S. Redi,et al.  Harnessing High-Altitude Solar Power , 2009, IEEE Transactions on Energy Conversion.

[9]  Ping Ren,et al.  Optimal UAV Route Planning for Coverage Search of Stationary Target in River , 2019, IEEE Transactions on Control Systems Technology.

[10]  Giuseppe Carlo Calafiore,et al.  Robust Model Predictive Control via Scenario Optimization , 2012, IEEE Transactions on Automatic Control.

[11]  Jie Xu,et al.  Energy Minimization for Wireless Communication With Rotary-Wing UAV , 2018, IEEE Transactions on Wireless Communications.

[12]  Derrick Wing Kwan Ng,et al.  Optimal 3D-Trajectory Design and Resource Allocation for Solar-Powered UAV Communication Systems , 2018, IEEE Transactions on Communications.

[13]  Anis Koubaa,et al.  LSAR: Multi-UAV Collaboration for Search and Rescue Missions , 2019, IEEE Access.

[14]  Bo Wen,et al.  A proximal difference-of-convex algorithm with extrapolation , 2016, Computational Optimization and Applications.

[15]  Simon Schopferer,et al.  Evaluating the energy balance of high altitude platforms at early design stages , 2016, 2016 International Conference on Unmanned Aircraft Systems (ICUAS).

[16]  Randal W. Beard,et al.  Cooperative Path Planning for Target Tracking in Urban Environments Using Unmanned Air and Ground Vehicles , 2015, IEEE/ASME Transactions on Mechatronics.

[17]  Andrey V. Savkin,et al.  An Algorithm of Reactive Collision Free 3-D Deployment of Networked Unmanned Aerial Vehicles for Surveillance and Monitoring , 2020, IEEE Transactions on Industrial Informatics.

[18]  Zhenyu Zhou,et al.  Energy-Efficient Industrial Internet of UAVs for Power Line Inspection in Smart Grid , 2018, IEEE Transactions on Industrial Informatics.

[19]  Qingqing Wu,et al.  Energy Management and Trajectory Optimization for UAV-Enabled Legitimate Monitoring Systems , 2020, IEEE Transactions on Wireless Communications.

[20]  Pan Zhou,et al.  Routing and Scheduling for Hybrid Truck-Drone Collaborative Parcel Delivery With Independent and Truck-Carried Drones , 2019, IEEE Internet of Things Journal.

[21]  Rui Zhang,et al.  Throughput Maximization for UAV-Enabled Mobile Relaying Systems , 2016, IEEE Transactions on Communications.

[22]  Joao P. Hespanha,et al.  Vision-based target tracking with a small UAV: Optimization-based control strategies , 2014 .

[23]  Xiang Chen,et al.  A Novel Geometric Hierarchical Approach for Dynamic Visual Servoing of Quadrotors , 2020, IEEE Transactions on Industrial Electronics.

[24]  Honghai Liu,et al.  Intelligent Video Systems and Analytics: A Survey , 2013, IEEE Transactions on Industrial Informatics.

[25]  Honglun Wang,et al.  Energy-optimal path planning for Solar-powered UAV with tracking moving ground target , 2016 .

[26]  Fang Deng,et al.  Vision-Based Target Three-Dimensional Geolocation Using Unmanned Aerial Vehicles , 2018, IEEE Transactions on Industrial Electronics.

[27]  Xin Wang,et al.  Energy-Efficient Cooperative Relaying for Unmanned Aerial Vehicles , 2016, IEEE Transactions on Mobile Computing.

[28]  Qingqing Wu,et al.  Accessing From the Sky: A Tutorial on UAV Communications for 5G and Beyond , 2019, Proceedings of the IEEE.

[29]  Wei Ni,et al.  Secrecy Performance of Terrestrial Radio Links Under Collaborative Aerial Eavesdropping , 2020, IEEE Transactions on Information Forensics and Security.

[30]  Tal Shima,et al.  Unmanned Aerial Vehicles Cooperative Tracking of Moving Ground Target in Urban Environments , 2008 .

[31]  Kai-Kit Wong,et al.  UAV-Enabled SWIPT in IoT Networks for Emergency Communications , 2020, IEEE Wireless Communications.

[32]  Derrick Wing Kwan Ng,et al.  Resource Allocation for Secure Multi-UAV Communication Systems With Multi-Eavesdropper , 2020, IEEE Transactions on Communications.

[33]  Yurii Nesterov,et al.  Gradient methods for minimizing composite functions , 2012, Mathematical Programming.

[34]  Amir Alipour-Fanid,et al.  Machine Learning-Based Delay-Aware UAV Detection and Operation Mode Identification Over Encrypted Wi-Fi Traffic , 2019, IEEE Transactions on Information Forensics and Security.

[35]  Yurii Nesterov,et al.  Dual extrapolation and its applications to solving variational inequalities and related problems , 2003, Math. Program..

[36]  Symeon Chatzinotas,et al.  Successive Convex Approximation Algorithms for Sparse Signal Estimation with Nonconvex Regularizations , 2018, 2018 IEEE 10th Sensor Array and Multichannel Signal Processing Workshop (SAM).

[37]  Andrey V. Savkin,et al.  Reactive 3D deployment of a flying robotic network for surveillance of mobile targets , 2019, Comput. Networks.

[38]  Akiko Takeda,et al.  DC formulations and algorithms for sparse optimization problems , 2017, Mathematical Programming.

[39]  Gaojie Chen,et al.  Joint Optimization for Secure Intelligent Reflecting Surface Assisted UAV Networks , 2021, IEEE Wireless Communications Letters.

[40]  Andrey V. Savkin,et al.  A Method for Covert Video Surveillance of a Car or a Pedestrian by an Autonomous Aerial Drone via Trajectory Planning , 2020, 2020 6th International Conference on Control, Automation and Robotics (ICCAR).